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Deep Learning Academy · Lesson

Build a DCGAN

Convolutional GAN for image generation.

What DCGAN Adds

A DCGAN is a GAN built from convolutional layers. It swaps dense layers for convolutions, which makes it great at generating realistic images. 🖼️

Generator Grows the Image

The generator uses transposed convolutions to upsample a tiny latent vector step by step into a full-size image.

nn.ConvTranspose2d(100, 256, 4, 1, 0)

All lessons in this course

  1. Generator vs Discriminator: The Game
  2. The Adversarial Loss
  3. Build a DCGAN
  4. Mode Collapse & Stabilizing Tricks
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